For SaaS teams using AI tools in production

Your AI-built code worked in demos.Now it breaks in production.

AI Recovery: a time-boxed audit and stabilization service that fixes revenue-critical flows in 10 days or less — so you finally get ROI from your AI-assisted build.

  • Login/checkout/upgrade flows break under real load
  • Crashes and infinite loops drive users away
  • API changes break critical integrations overnight

Used by SaaS teams in US & Europe

ArchitectureSecurityDevOpsUXQA

The production wall of AI-assisted code

AI tools excel at demos and prototypes. But when real users, real data, and real integrations hit your product, the cracks appear fast.

We don't only fix "AI features."

We fix any product, workflow, or codebase that was built or heavily modified using AI tools — Copilot, Cursor, Claude, ChatGPT, Gemini, agent builders, no-code AI builders, automations. If it breaks in production, we stabilize it.

Broken money path

Login loops, checkout failures, upgrade flows that block revenue.

Crashes and instability

Freezes, infinite loading, broken screens that drive users away.

Integration fragility

API changes or partner cutovers break core product flows overnight.

Compliance uncertainty

PII handling, GDPR flows, and SOC2 expectations are unclear.

Deployment risk

Every release risks data integrity. Canary/blue-green deploys feel dangerous.

Team won't own it

Internal IT refuses to support the AI-generated codebase.

The "Prototype-to-Production" Trap

If you built core flows using AI playground prompts, workflow nodes, or generated full-stack code, you often inherit:

  • Non-portable configs and platform-shaped architecture
  • Missing observability, tests, and security basics
  • Brittle integration handling
  • Unpredictable performance/cost under real load

This is for you if…

  • We used a prompt studio/playground to prototype production behavior.
  • We have n8n/Zapier/Make workflows running revenue-critical processes.
  • We used an AI app builder (Lovable/Bolt/Replit/v0) to ship quickly.
  • Now incidents hit login/checkout/onboarding/integrations and the internal team won't own it.

When NOT to use AI Recovery

  • Brand-new greenfield build with no production users
  • You want ongoing staff augmentation (we deliver outcomes, not bodies)
  • The product has no revenue-critical flows yet

AI Recovery in 2 weeks (or less)

A structured, time-boxed engagement that takes you from production chaos to stable, supportable code.

Days 1–3

Audit

Architecture mapping, security scan, business flow analysis. You get a Green/Yellow/Red verdict with prioritized fixes.

Days 4–8

Green Fix

Known problems, clear fixes. Patterns, security hardening, critical bugs, monitoring, documentation.

Days 4–13

Yellow Fix

Structural problems. Service boundaries, integration hardening, CI/CD repair, automated tests, full observability.

What the Audit covers

Architecture topology mapping
Single points of failure identified
Scaling bottlenecks documented
Technical debt prioritization
Dependency security scanning
AuthN/AuthZ audit
Data handling review (GDPR/PII flows)
Integration map & edge cases
Remediation roadmap

What you'll have on day 10

After a Green or Yellow engagement, your product will be:

  • Stable money path (login, checkout, onboarding)
  • Safer integrations with retry/circuit-breaker patterns
  • Monitoring and alerting in place
  • Documented architecture (as-is/to-be diagrams)
  • A team that can ship again with confidence

How AI Recovery compares

ApproachTimelineOutcomeRisk
AI Recovery3–13 daysTime-boxed, scoped outcomeLow
Staff AugmentationOpen-endedOngoing dependencyMedium
Full Rebuild3–6+ monthsHigh investment upfrontHigh

Transparent pricing

Time-boxed engagements with clear outcomes. No open-ended retainers. No surprises.

Audit

Diagnosis only

$4,960
3 days

Get clarity on what's broken and what it takes to fix it.

  • Architecture topology mapping
  • Security vulnerability scan
  • Business flow analysis
  • Green/Yellow/Red verdict
  • Prioritized fix list
  • Remediation roadmap
Quick fix

Green

Diagnosis + Fix

$14,840
~5 days after audit

Known problems with clear fixes. Ship stable within a week.

  • Everything in Audit
  • Replace AI-generated workarounds
  • Secrets management hardening
  • Critical bug fixes
  • API hardening (auth, rate limiting)
  • Monitoring & alerting setup
  • Documentation & handoff
Fix required

Yellow

Diagnosis + Fix

$44,880
~10 days after audit

Structural problems that need ~2 weeks to stabilize.

  • Everything in Green
  • Service boundary restructuring
  • Retry/circuit-breaker patterns
  • Code cleanup & standardization
  • Automated tests for critical paths
  • CI/CD repair & env parity
  • Full observability & load testing
  • As-is/to-be diagrams & runbooks
Critical issues

Red

Custom engagement

Estimated individually
8–12+ weeks

Rebuild required. Scoped after audit reveals structural issues.

  • Full audit findings
  • Custom remediation plan
  • Phased rebuild approach
  • Risk mitigation strategy
  • Ongoing support options

Not staff augmentation. We deliver a scoped outcome with a time-boxed engagement.

Real outcomes from real teams

SaaS products stabilized, revenue paths restored, teams shipping again.

Yellow verdict

Documentation management platform

Stabilized in 10 days; money path reached 99.9% reliability; improved compliance posture and ROI restored.

99.9%
Money path reliability
10 days
Time to stable
Improved
Compliance posture
Read full case study
Yellow verdict

AI-built SaaS platform

Uptime improved to 99.5% (from ~94%); incidents dropped from ~8/week to <2; ships 3–4x/week; onboarding time 3 weeks → 5 days; first 2 enterprise contracts closed within 45 days.

99.5%
Uptime (from 94%)
75%
Fewer incidents
45 days
To enterprise deals
Read full case study
Yellow verdict

SaaS platform destabilized by vibe-coded feature

Critical incidents down 94% (17/month → 1); checkout completion 71% → 98%; ~$180,000 monthly revenue recovered; enterprise renewals saved.

94%
Fewer incidents
98%
Checkout completion
$180k
Monthly revenue saved
Read full case study

Turn your vibe-coded liability into a stable, supportable product

10 days. Clear outcomes. No open-ended engagement.

10 days to stable production
Safer integrations & monitoring
Finally get ROI from your AI build

Frequently asked questions

Everything you need to know about AI Recovery.

  • Do you only fix "AI features"?

    No. We fix any product, workflow, or codebase that was built or heavily modified using AI tools — Copilot, Cursor, Claude, ChatGPT, Gemini, agent builders, no-code AI builders, automations. If it breaks in production, we stabilize it.

  • Will you rewrite everything?

    Only if the audit returns a Red verdict, meaning the codebase has fundamental structural issues that can't be patched. Most engagements (Green or Yellow) stabilize existing code with targeted fixes rather than full rewrites.

  • What stacks do you work with?

    We work with modern web and cloud stacks — JavaScript/TypeScript ecosystems, Python backends, cloud-native architectures on AWS/GCP/Azure, containerized workloads, and common SaaS integrations. If your stack is unusual, we'll confirm fit during the initial call.

  • How do you work with our team?

    Collaboratively. We work alongside your developers (if any), share knowledge throughout, and deliver comprehensive handoff documentation. But we're not staff augmentation — we deliver a defined outcome in a fixed timeframe, then hand off.

  • What about compliance (GDPR/PII/SOC2)?

    The audit assesses data handling flows, authentication/authorization patterns, logging practices, and known vulnerabilities. We prioritize remediation for compliance gaps. However, we don't provide legal compliance certification — that requires a formal auditor.

  • What do we need to provide to start?

    Access to your repository, environment access (staging or production-equivalent), incident history or logs if available, and a walkthrough of the key revenue-critical flows. The more context, the faster we move.

  • What if we need ongoing support after the engagement?

    We offer an optional Operations Partnership (monthly retainer) for ongoing monitoring, incident response, iterative improvements, and quarterly architecture reviews. Details are scoped after the initial engagement.

  • How quickly can you start?

    Typically within 1–2 weeks of signing, depending on our current load. For urgent production issues, we may be able to fast-track. Reach out and we'll confirm availability.

Contact us

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Damian Castelli

Damian Castelli

Chief Delivery Officer

d.castelli@altoros.com617 841-2121

4900 Hopyard Rd. Suite 100 Pleasanton, CA 94588